from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.098 | 0.033 | 0.0 | 0.019 | 1 | 5 | 0.714 | 2.057 | 0.054 | 9.285 | 0.243 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.098 | 0.033 | 0.0 | 0.019 | 1 | 5 | 0.714 | 0.019 | 0.000 | 983.802 | 22.454 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.013 | 0.0 | 0.330 | 1 | 5 | 1.000 | 2.057 | 0.054 | 0.160 | 0.008 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.013 | 0.0 | 0.330 | 1 | 5 | 1.000 | 0.019 | 0.000 | 16.976 | 0.767 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.143 | 0.191 | 0.0 | 0.019 | -1 | 1 | 0.646 | 1.891 | 0.039 | 10.122 | 0.234 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.143 | 0.191 | 0.0 | 0.019 | -1 | 1 | 0.646 | 0.023 | 0.002 | 827.468 | 69.190 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.013 | 0.0 | 0.330 | -1 | 1 | 0.000 | 1.891 | 0.039 | 0.175 | 0.008 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.013 | 0.0 | 0.330 | -1 | 1 | 0.000 | 0.023 | 0.002 | 14.271 | 1.313 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.170 | 0.134 | 0.0 | 0.019 | 1 | 1 | 0.646 | 1.208 | 0.017 | 15.865 | 0.248 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.170 | 0.134 | 0.0 | 0.019 | 1 | 1 | 0.646 | 0.019 | 0.000 | 1003.039 | 23.147 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.352 | 0.011 | 0.0 | 0.352 | 1 | 1 | 0.000 | 1.208 | 0.017 | 0.291 | 0.010 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.352 | 0.011 | 0.0 | 0.352 | 1 | 1 | 0.000 | 0.019 | 0.000 | 18.421 | 0.718 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.518 | 0.307 | 0.0 | 0.020 | 1 | 100 | 0.836 | 2.066 | 0.022 | 9.448 | 0.179 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.518 | 0.307 | 0.0 | 0.020 | 1 | 100 | 0.836 | 0.023 | 0.007 | 846.320 | 271.418 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.331 | 0.009 | 0.0 | 0.331 | 1 | 100 | 0.000 | 2.066 | 0.022 | 0.160 | 0.005 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.331 | 0.009 | 0.0 | 0.331 | 1 | 100 | 0.000 | 0.023 | 0.007 | 14.340 | 4.610 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.658 | 0.153 | 0.0 | 0.020 | -1 | 5 | 0.714 | 2.732 | 0.027 | 7.195 | 0.091 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.658 | 0.153 | 0.0 | 0.020 | -1 | 5 | 0.714 | 0.024 | 0.003 | 808.368 | 96.277 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.334 | 0.012 | 0.0 | 0.334 | -1 | 5 | 1.000 | 2.732 | 0.027 | 0.122 | 0.004 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.334 | 0.012 | 0.0 | 0.334 | -1 | 5 | 1.000 | 0.024 | 0.003 | 13.743 | 1.704 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.577 | 0.332 | 0.0 | 0.020 | -1 | 100 | 0.836 | 2.786 | 0.054 | 7.027 | 0.181 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.577 | 0.332 | 0.0 | 0.020 | -1 | 100 | 0.836 | 0.024 | 0.002 | 809.260 | 58.019 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.009 | 0.0 | 0.330 | -1 | 100 | 0.000 | 2.786 | 0.054 | 0.118 | 0.004 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.330 | 0.009 | 0.0 | 0.330 | -1 | 100 | 0.000 | 0.024 | 0.002 | 13.638 | 1.017 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.057 | 0.036 | 0.0 | 0.004 | 1 | 5 | 0.882 | 2.139 | 0.031 | 1.897 | 0.032 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.057 | 0.036 | 0.0 | 0.004 | 1 | 5 | 0.882 | 0.003 | 0.000 | 1542.300 | 99.384 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.283 | 0.007 | 0.0 | 0.283 | 1 | 5 | 1.000 | 2.139 | 0.031 | 0.132 | 0.004 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.283 | 0.007 | 0.0 | 0.283 | 1 | 5 | 1.000 | 0.003 | 0.000 | 107.416 | 7.289 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.121 | 0.089 | 0.0 | 0.004 | -1 | 1 | 0.844 | 1.746 | 0.013 | 2.360 | 0.054 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.121 | 0.089 | 0.0 | 0.004 | -1 | 1 | 0.844 | 0.009 | 0.002 | 470.345 | 132.906 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.007 | 0.0 | 0.276 | -1 | 1 | 1.000 | 1.746 | 0.013 | 0.158 | 0.004 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.007 | 0.0 | 0.276 | -1 | 1 | 1.000 | 0.009 | 0.002 | 31.511 | 8.909 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.054 | 0.063 | 0.0 | 0.004 | 1 | 1 | 0.844 | 1.063 | 0.013 | 3.813 | 0.075 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.054 | 0.063 | 0.0 | 0.004 | 1 | 1 | 0.844 | 0.002 | 0.000 | 2066.146 | 233.059 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.270 | 0.007 | 0.0 | 0.270 | 1 | 1 | 1.000 | 1.063 | 0.013 | 0.254 | 0.007 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.270 | 0.007 | 0.0 | 0.270 | 1 | 1 | 1.000 | 0.002 | 0.000 | 137.432 | 15.766 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.206 | 0.050 | 0.0 | 0.004 | 1 | 100 | 0.898 | 2.159 | 0.023 | 1.948 | 0.031 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.206 | 0.050 | 0.0 | 0.004 | 1 | 100 | 0.898 | 0.003 | 0.000 | 1577.764 | 114.251 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.274 | 0.006 | 0.0 | 0.274 | 1 | 100 | 1.000 | 2.159 | 0.023 | 0.127 | 0.003 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.274 | 0.006 | 0.0 | 0.274 | 1 | 100 | 1.000 | 0.003 | 0.000 | 102.697 | 7.680 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.108 | 0.081 | 0.0 | 0.004 | -1 | 5 | 0.882 | 2.840 | 0.034 | 1.447 | 0.033 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.108 | 0.081 | 0.0 | 0.004 | -1 | 5 | 0.882 | 0.009 | 0.003 | 481.018 | 161.734 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.011 | 0.0 | 0.276 | -1 | 5 | 1.000 | 2.840 | 0.034 | 0.097 | 0.004 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.011 | 0.0 | 0.276 | -1 | 5 | 1.000 | 0.009 | 0.003 | 32.299 | 10.911 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.190 | 0.082 | 0.0 | 0.004 | -1 | 100 | 0.898 | 2.785 | 0.032 | 1.505 | 0.034 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.190 | 0.082 | 0.0 | 0.004 | -1 | 100 | 0.898 | 0.010 | 0.004 | 426.116 | 188.668 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.285 | 0.012 | 0.0 | 0.285 | -1 | 100 | 1.000 | 2.785 | 0.032 | 0.102 | 0.005 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.285 | 0.012 | 0.0 | 0.285 | -1 | 100 | 1.000 | 0.010 | 0.004 | 28.974 | 12.875 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.324 | 0.000 | 0.0 | 0.130 | 1 | 100 | 0.971 | 5.326 | 0.082 | 24.471 | 0.375 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.324 | 0.000 | 0.0 | 0.130 | 1 | 100 | 0.971 | 0.004 | 0.001 | 31433.341 | 4304.789 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.942 | 0.065 | 0.0 | 2.942 | 1 | 100 | 1.000 | 5.326 | 0.082 | 0.552 | 0.015 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.942 | 0.065 | 0.0 | 2.942 | 1 | 100 | 1.000 | 0.004 | 0.001 | 709.649 | 98.454 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.155 | 0.000 | 0.0 | 0.125 | -1 | 5 | 0.971 | 0.963 | 0.022 | 130.011 | 2.927 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.155 | 0.000 | 0.0 | 0.125 | -1 | 5 | 0.971 | 0.003 | 0.001 | 36454.502 | 6923.836 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.004 | 0.066 | 0.0 | 3.004 | -1 | 5 | 1.000 | 0.963 | 0.022 | 3.120 | 0.099 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.004 | 0.066 | 0.0 | 3.004 | -1 | 5 | 1.000 | 0.003 | 0.001 | 874.894 | 167.294 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.663 | 0.000 | 0.0 | 0.126 | -1 | 1 | 0.964 | 0.511 | 0.012 | 245.843 | 5.579 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.663 | 0.000 | 0.0 | 0.126 | -1 | 1 | 0.964 | 0.003 | 0.000 | 42875.096 | 6812.936 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.960 | 0.091 | 0.0 | 2.960 | -1 | 1 | 1.000 | 0.511 | 0.012 | 5.790 | 0.221 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.960 | 0.091 | 0.0 | 2.960 | -1 | 1 | 1.000 | 0.003 | 0.000 | 1009.805 | 163.422 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.346 | 0.000 | 0.0 | 0.126 | 1 | 5 | 0.971 | 1.555 | 0.024 | 81.242 | 1.279 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.346 | 0.000 | 0.0 | 0.126 | 1 | 5 | 0.971 | 0.001 | 0.000 | 93703.034 | 23925.743 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.959 | 0.104 | 0.0 | 2.959 | 1 | 5 | 1.000 | 1.555 | 0.024 | 1.903 | 0.073 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.959 | 0.104 | 0.0 | 2.959 | 1 | 5 | 1.000 | 0.001 | 0.000 | 2194.811 | 565.672 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.617 | 0.000 | 0.0 | 0.131 | 1 | 1 | 0.964 | 0.827 | 0.013 | 158.006 | 2.468 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.617 | 0.000 | 0.0 | 0.131 | 1 | 1 | 0.964 | 0.001 | 0.000 | 103976.803 | 34302.331 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.994 | 0.097 | 0.0 | 2.994 | 1 | 1 | 1.000 | 0.827 | 0.013 | 3.622 | 0.130 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.994 | 0.097 | 0.0 | 2.994 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2383.534 | 790.127 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.424 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.971 | 3.186 | 0.040 | 40.618 | 0.506 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.424 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.971 | 0.006 | 0.001 | 22325.753 | 3595.027 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.970 | 0.072 | 0.0 | 2.970 | -1 | 100 | 1.000 | 3.186 | 0.040 | 0.932 | 0.025 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.970 | 0.072 | 0.0 | 2.970 | -1 | 100 | 1.000 | 0.006 | 0.001 | 512.413 | 83.445 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.889 | 0.039 | 0.001 | 1.839 | 0.110 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.889 | 0.001 | 0.000 | 89.836 | 19.833 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.039 | 0.001 | 0.154 | 0.007 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 7.528 | 1.635 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.043 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.897 | 0.026 | 0.001 | 1.660 | 0.077 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.043 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.897 | 0.004 | 0.003 | 9.685 | 5.824 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.026 | 0.001 | 0.234 | 0.013 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.004 | 0.003 | 1.366 | 0.823 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.043 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.886 | 0.024 | 0.001 | 1.789 | 0.090 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.043 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.886 | 0.003 | 0.000 | 16.184 | 2.159 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.024 | 0.001 | 0.252 | 0.016 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.003 | 0.000 | 2.284 | 0.316 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.897 | 0.023 | 0.000 | 1.970 | 0.054 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.897 | 0.001 | 0.000 | 62.242 | 11.901 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.023 | 0.000 | 0.257 | 0.008 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.113 | 1.556 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.042 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.886 | 0.022 | 0.001 | 1.965 | 0.090 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.042 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.886 | 0.001 | 0.000 | 55.338 | 15.530 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.022 | 0.001 | 0.285 | 0.019 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.032 | 2.285 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.002 | 0.0 | 0.000 | -1 | 100 | 0.889 | 0.041 | 0.003 | 1.743 | 0.129 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.002 | 0.0 | 0.000 | -1 | 100 | 0.889 | 0.003 | 0.001 | 26.424 | 5.362 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.041 | 0.003 | 0.148 | 0.012 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.003 | 0.001 | 2.247 | 0.462 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.520 | 0.022 | 0.002 | 0.001 | 0.823 | 0.131 | 0.002 | 3.959 | 0.176 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.520 | 0.022 | 0.002 | 0.001 | 0.823 | 0.019 | 0.001 | 26.956 | 1.431 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.423 | 0.015 | 0.000 | 0.423 | 0.000 | 0.131 | 0.002 | 3.217 | 0.121 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.423 | 0.015 | 0.000 | 0.423 | 0.000 | 0.019 | 0.001 | 21.908 | 1.039 | See | See |